Parking Violations for a Simulated US City Over Two Years

2,070 rows of parking citation records from a free sample of a larger dataset. The full dataset contains 14,825 rows across three tables, simulating two years of enforcement in a mid-size US city. Created by mindweave, this sample was last updated on April 12, 2026.

Use Cases

• Identify high-violation zones based on the described location clustering and downtown hotspots.
• Analyze temporal patterns of meter violations using the mentioned peak time-of-day data (9-11 AM).
• Profile repeat offender behavior using the tracking of violation types and payment status.
• Simulate fine revenue and compliance rates based on recorded fine amounts and payment status.

Strengths

• Sample size of 2,070 rows for preliminary exploration.
• Simulated data covers 25,000 citations across 50 zones over a 2-year period.
• Includes multiple data facets such as officer assignments, violation types, and payment tracking.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• The data is simulated, which may not reflect real-world distributions or complexities.
• Description metadata is limited; actual data quality requires manual inspection after download.

Provenance

Source

mindweave on Hugging Face

Collection Method

Simulated data representing parking citation records for a mid-size US city.

Time Range

Covers a simulated period of 2 years.

Freshness

Last updated 2026-04-12 04:06:08; freshness should be verified.

Geography

Simulated mid-size US city with a population of approximately 350,000.